mirror of
https://gitee.com/milvus-io/milvus.git
synced 2024-12-05 13:28:49 +08:00
2a1356985d
#31728 --------- Signed-off-by: lixinguo <xinguo.li@zilliz.com> Co-authored-by: lixinguo <xinguo.li@zilliz.com>
402 lines
13 KiB
Go
402 lines
13 KiB
Go
package storage
|
|
|
|
import (
|
|
"testing"
|
|
|
|
"github.com/stretchr/testify/suite"
|
|
"go.uber.org/zap"
|
|
|
|
"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
|
|
"github.com/milvus-io/milvus/pkg/log"
|
|
"github.com/milvus-io/milvus/pkg/util/merr"
|
|
"github.com/milvus-io/milvus/pkg/util/typeutil"
|
|
)
|
|
|
|
func TestInsertDataSuite(t *testing.T) {
|
|
suite.Run(t, new(InsertDataSuite))
|
|
}
|
|
|
|
func TestArrayFieldDataSuite(t *testing.T) {
|
|
suite.Run(t, new(ArrayFieldDataSuite))
|
|
}
|
|
|
|
type InsertDataSuite struct {
|
|
suite.Suite
|
|
|
|
schema *schemapb.CollectionSchema
|
|
|
|
iDataOneRow *InsertData
|
|
iDataTwoRows *InsertData
|
|
iDataEmpty *InsertData
|
|
}
|
|
|
|
func (s *InsertDataSuite) SetupSuite() {
|
|
s.schema = genTestCollectionMeta().Schema
|
|
}
|
|
|
|
func (s *InsertDataSuite) TestInsertData() {
|
|
s.Run("nil schema", func() {
|
|
idata, err := NewInsertData(nil)
|
|
s.Error(err)
|
|
s.Nil(idata)
|
|
})
|
|
|
|
s.Run("nullable field schema", func() {
|
|
tests := []struct {
|
|
description string
|
|
dataType schemapb.DataType
|
|
}{
|
|
{"nullable bool field", schemapb.DataType_Bool},
|
|
{"nullable int8 field", schemapb.DataType_Int8},
|
|
{"nullable int16 field", schemapb.DataType_Int16},
|
|
{"nullable int32 field", schemapb.DataType_Int32},
|
|
{"nullable int64 field", schemapb.DataType_Int64},
|
|
{"nullable float field", schemapb.DataType_Float},
|
|
{"nullable double field", schemapb.DataType_Double},
|
|
{"nullable json field", schemapb.DataType_JSON},
|
|
{"nullable array field", schemapb.DataType_Array},
|
|
{"nullable string/varchar field", schemapb.DataType_String},
|
|
}
|
|
|
|
for _, test := range tests {
|
|
s.Run(test.description, func() {
|
|
schema := &schemapb.CollectionSchema{
|
|
Fields: []*schemapb.FieldSchema{
|
|
{
|
|
DataType: test.dataType,
|
|
Nullable: true,
|
|
},
|
|
},
|
|
}
|
|
_, err := NewInsertData(schema)
|
|
s.Nil(err)
|
|
})
|
|
}
|
|
})
|
|
|
|
s.Run("invalid schema", func() {
|
|
tests := []struct {
|
|
description string
|
|
invalidType schemapb.DataType
|
|
}{
|
|
{"binary vector without dim", schemapb.DataType_BinaryVector},
|
|
{"float vector without dim", schemapb.DataType_FloatVector},
|
|
{"float16 vector without dim", schemapb.DataType_Float16Vector},
|
|
{"bfloat16 vector without dim", schemapb.DataType_BFloat16Vector},
|
|
}
|
|
|
|
for _, test := range tests {
|
|
s.Run(test.description, func() {
|
|
schema := &schemapb.CollectionSchema{
|
|
Fields: []*schemapb.FieldSchema{
|
|
{
|
|
DataType: test.invalidType,
|
|
},
|
|
},
|
|
}
|
|
idata, err := NewInsertData(schema)
|
|
s.Error(err)
|
|
s.Nil(idata)
|
|
})
|
|
}
|
|
})
|
|
|
|
s.Run("empty iData", func() {
|
|
idata := &InsertData{}
|
|
s.True(idata.IsEmpty())
|
|
s.Equal(0, idata.GetRowNum())
|
|
s.Equal(0, idata.GetMemorySize())
|
|
|
|
err := idata.Append(map[FieldID]interface{}{1: struct{}{}})
|
|
s.Error(err)
|
|
})
|
|
|
|
s.Run("init by New", func() {
|
|
s.True(s.iDataEmpty.IsEmpty())
|
|
s.Equal(0, s.iDataEmpty.GetRowNum())
|
|
s.Equal(16, s.iDataEmpty.GetMemorySize())
|
|
|
|
s.False(s.iDataOneRow.IsEmpty())
|
|
s.Equal(1, s.iDataOneRow.GetRowNum())
|
|
s.Equal(179, s.iDataOneRow.GetMemorySize())
|
|
|
|
s.False(s.iDataTwoRows.IsEmpty())
|
|
s.Equal(2, s.iDataTwoRows.GetRowNum())
|
|
s.Equal(340, s.iDataTwoRows.GetMemorySize())
|
|
|
|
for _, field := range s.iDataTwoRows.Data {
|
|
s.Equal(2, field.RowNum())
|
|
|
|
err := field.AppendRow(struct{}{})
|
|
log.Warn("error", zap.Error(err))
|
|
s.ErrorIs(err, merr.ErrParameterInvalid)
|
|
}
|
|
})
|
|
}
|
|
|
|
func (s *InsertDataSuite) TestMemorySize() {
|
|
s.Equal(s.iDataEmpty.Data[RowIDField].GetMemorySize(), 0)
|
|
s.Equal(s.iDataEmpty.Data[TimestampField].GetMemorySize(), 0)
|
|
s.Equal(s.iDataEmpty.Data[BoolField].GetMemorySize(), 0)
|
|
s.Equal(s.iDataEmpty.Data[Int8Field].GetMemorySize(), 0)
|
|
s.Equal(s.iDataEmpty.Data[Int16Field].GetMemorySize(), 0)
|
|
s.Equal(s.iDataEmpty.Data[Int32Field].GetMemorySize(), 0)
|
|
s.Equal(s.iDataEmpty.Data[Int64Field].GetMemorySize(), 0)
|
|
s.Equal(s.iDataEmpty.Data[FloatField].GetMemorySize(), 0)
|
|
s.Equal(s.iDataEmpty.Data[DoubleField].GetMemorySize(), 0)
|
|
s.Equal(s.iDataEmpty.Data[StringField].GetMemorySize(), 0)
|
|
s.Equal(s.iDataEmpty.Data[ArrayField].GetMemorySize(), 0)
|
|
s.Equal(s.iDataEmpty.Data[BinaryVectorField].GetMemorySize(), 4)
|
|
s.Equal(s.iDataEmpty.Data[FloatVectorField].GetMemorySize(), 4)
|
|
s.Equal(s.iDataEmpty.Data[Float16VectorField].GetMemorySize(), 4)
|
|
s.Equal(s.iDataEmpty.Data[BFloat16VectorField].GetMemorySize(), 4)
|
|
s.Equal(s.iDataEmpty.Data[SparseFloatVectorField].GetMemorySize(), 0)
|
|
|
|
s.Equal(s.iDataOneRow.Data[RowIDField].GetMemorySize(), 8)
|
|
s.Equal(s.iDataOneRow.Data[TimestampField].GetMemorySize(), 8)
|
|
s.Equal(s.iDataOneRow.Data[BoolField].GetMemorySize(), 1)
|
|
s.Equal(s.iDataOneRow.Data[Int8Field].GetMemorySize(), 1)
|
|
s.Equal(s.iDataOneRow.Data[Int16Field].GetMemorySize(), 2)
|
|
s.Equal(s.iDataOneRow.Data[Int32Field].GetMemorySize(), 4)
|
|
s.Equal(s.iDataOneRow.Data[Int64Field].GetMemorySize(), 8)
|
|
s.Equal(s.iDataOneRow.Data[FloatField].GetMemorySize(), 4)
|
|
s.Equal(s.iDataOneRow.Data[DoubleField].GetMemorySize(), 8)
|
|
s.Equal(s.iDataOneRow.Data[StringField].GetMemorySize(), 19)
|
|
s.Equal(s.iDataOneRow.Data[JSONField].GetMemorySize(), len([]byte(`{"batch":1}`))+16)
|
|
s.Equal(s.iDataOneRow.Data[ArrayField].GetMemorySize(), 3*4)
|
|
s.Equal(s.iDataOneRow.Data[BinaryVectorField].GetMemorySize(), 5)
|
|
s.Equal(s.iDataOneRow.Data[FloatVectorField].GetMemorySize(), 20)
|
|
s.Equal(s.iDataOneRow.Data[Float16VectorField].GetMemorySize(), 12)
|
|
s.Equal(s.iDataOneRow.Data[BFloat16VectorField].GetMemorySize(), 12)
|
|
s.Equal(s.iDataOneRow.Data[SparseFloatVectorField].GetMemorySize(), 28)
|
|
|
|
s.Equal(s.iDataTwoRows.Data[RowIDField].GetMemorySize(), 16)
|
|
s.Equal(s.iDataTwoRows.Data[TimestampField].GetMemorySize(), 16)
|
|
s.Equal(s.iDataTwoRows.Data[BoolField].GetMemorySize(), 2)
|
|
s.Equal(s.iDataTwoRows.Data[Int8Field].GetMemorySize(), 2)
|
|
s.Equal(s.iDataTwoRows.Data[Int16Field].GetMemorySize(), 4)
|
|
s.Equal(s.iDataTwoRows.Data[Int32Field].GetMemorySize(), 8)
|
|
s.Equal(s.iDataTwoRows.Data[Int64Field].GetMemorySize(), 16)
|
|
s.Equal(s.iDataTwoRows.Data[FloatField].GetMemorySize(), 8)
|
|
s.Equal(s.iDataTwoRows.Data[DoubleField].GetMemorySize(), 16)
|
|
s.Equal(s.iDataTwoRows.Data[StringField].GetMemorySize(), 38)
|
|
s.Equal(s.iDataTwoRows.Data[ArrayField].GetMemorySize(), 24)
|
|
s.Equal(s.iDataTwoRows.Data[BinaryVectorField].GetMemorySize(), 6)
|
|
s.Equal(s.iDataTwoRows.Data[FloatVectorField].GetMemorySize(), 36)
|
|
s.Equal(s.iDataTwoRows.Data[Float16VectorField].GetMemorySize(), 20)
|
|
s.Equal(s.iDataTwoRows.Data[BFloat16VectorField].GetMemorySize(), 20)
|
|
s.Equal(s.iDataTwoRows.Data[SparseFloatVectorField].GetMemorySize(), 54)
|
|
}
|
|
|
|
func (s *InsertDataSuite) TestGetRowSize() {
|
|
s.Equal(s.iDataOneRow.Data[RowIDField].GetRowSize(0), 8)
|
|
s.Equal(s.iDataOneRow.Data[TimestampField].GetRowSize(0), 8)
|
|
s.Equal(s.iDataOneRow.Data[BoolField].GetRowSize(0), 1)
|
|
s.Equal(s.iDataOneRow.Data[Int8Field].GetRowSize(0), 1)
|
|
s.Equal(s.iDataOneRow.Data[Int16Field].GetRowSize(0), 2)
|
|
s.Equal(s.iDataOneRow.Data[Int32Field].GetRowSize(0), 4)
|
|
s.Equal(s.iDataOneRow.Data[Int64Field].GetRowSize(0), 8)
|
|
s.Equal(s.iDataOneRow.Data[FloatField].GetRowSize(0), 4)
|
|
s.Equal(s.iDataOneRow.Data[DoubleField].GetRowSize(0), 8)
|
|
s.Equal(s.iDataOneRow.Data[StringField].GetRowSize(0), 19)
|
|
s.Equal(s.iDataOneRow.Data[JSONField].GetRowSize(0), len([]byte(`{"batch":1}`))+16)
|
|
s.Equal(s.iDataOneRow.Data[ArrayField].GetRowSize(0), 3*4)
|
|
s.Equal(s.iDataOneRow.Data[BinaryVectorField].GetRowSize(0), 1)
|
|
s.Equal(s.iDataOneRow.Data[FloatVectorField].GetRowSize(0), 16)
|
|
s.Equal(s.iDataOneRow.Data[Float16VectorField].GetRowSize(0), 8)
|
|
s.Equal(s.iDataOneRow.Data[BFloat16VectorField].GetRowSize(0), 8)
|
|
s.Equal(s.iDataOneRow.Data[SparseFloatVectorField].GetRowSize(0), 24)
|
|
}
|
|
|
|
func (s *InsertDataSuite) TestGetDataType() {
|
|
for _, field := range s.schema.GetFields() {
|
|
fieldData, ok := s.iDataOneRow.Data[field.GetFieldID()]
|
|
s.True(ok)
|
|
s.Equal(field.GetDataType(), fieldData.GetDataType())
|
|
}
|
|
}
|
|
|
|
func (s *InsertDataSuite) TestGetNullable() {
|
|
for _, field := range s.schema.GetFields() {
|
|
fieldData, ok := s.iDataOneRow.Data[field.GetFieldID()]
|
|
s.True(ok)
|
|
s.Equal(field.GetNullable(), fieldData.GetNullable())
|
|
}
|
|
}
|
|
|
|
func (s *InsertDataSuite) SetupTest() {
|
|
var err error
|
|
s.iDataEmpty, err = NewInsertData(s.schema)
|
|
s.Require().NoError(err)
|
|
s.True(s.iDataEmpty.IsEmpty())
|
|
s.Equal(0, s.iDataEmpty.GetRowNum())
|
|
s.Equal(16, s.iDataEmpty.GetMemorySize())
|
|
|
|
row1 := map[FieldID]interface{}{
|
|
RowIDField: int64(3),
|
|
TimestampField: int64(3),
|
|
BoolField: true,
|
|
Int8Field: int8(3),
|
|
Int16Field: int16(3),
|
|
Int32Field: int32(3),
|
|
Int64Field: int64(3),
|
|
FloatField: float32(3),
|
|
DoubleField: float64(3),
|
|
StringField: "str",
|
|
BinaryVectorField: []byte{0},
|
|
FloatVectorField: []float32{4, 5, 6, 7},
|
|
Float16VectorField: []byte{0, 0, 0, 0, 255, 255, 255, 255},
|
|
BFloat16VectorField: []byte{0, 0, 0, 0, 255, 255, 255, 255},
|
|
SparseFloatVectorField: typeutil.CreateSparseFloatRow([]uint32{0, 1, 2}, []float32{4, 5, 6}),
|
|
ArrayField: &schemapb.ScalarField{
|
|
Data: &schemapb.ScalarField_IntData{
|
|
IntData: &schemapb.IntArray{Data: []int32{1, 2, 3}},
|
|
},
|
|
},
|
|
JSONField: []byte(`{"batch":3}`),
|
|
}
|
|
|
|
s.iDataOneRow, err = NewInsertData(s.schema)
|
|
s.Require().NoError(err)
|
|
err = s.iDataOneRow.Append(row1)
|
|
s.Require().NoError(err)
|
|
|
|
for fID, field := range s.iDataOneRow.Data {
|
|
s.Equal(row1[fID], field.GetRow(0))
|
|
}
|
|
|
|
row2 := map[FieldID]interface{}{
|
|
RowIDField: int64(1),
|
|
TimestampField: int64(1),
|
|
BoolField: false,
|
|
Int8Field: int8(1),
|
|
Int16Field: int16(1),
|
|
Int32Field: int32(1),
|
|
Int64Field: int64(1),
|
|
FloatField: float32(1),
|
|
DoubleField: float64(1),
|
|
StringField: string("str"),
|
|
BinaryVectorField: []byte{0},
|
|
FloatVectorField: []float32{4, 5, 6, 7},
|
|
Float16VectorField: []byte{1, 2, 3, 4, 5, 6, 7, 8},
|
|
BFloat16VectorField: []byte{1, 2, 3, 4, 5, 6, 7, 8},
|
|
SparseFloatVectorField: typeutil.CreateSparseFloatRow([]uint32{2, 3, 4}, []float32{4, 5, 6}),
|
|
ArrayField: &schemapb.ScalarField{
|
|
Data: &schemapb.ScalarField_IntData{
|
|
IntData: &schemapb.IntArray{Data: []int32{1, 2, 3}},
|
|
},
|
|
},
|
|
JSONField: []byte(`{"batch":1}`),
|
|
}
|
|
|
|
s.iDataTwoRows, err = NewInsertData(s.schema)
|
|
s.Require().NoError(err)
|
|
err = s.iDataTwoRows.Append(row1)
|
|
s.Require().NoError(err)
|
|
err = s.iDataTwoRows.Append(row2)
|
|
s.Require().NoError(err)
|
|
}
|
|
|
|
type ArrayFieldDataSuite struct {
|
|
suite.Suite
|
|
}
|
|
|
|
func (s *ArrayFieldDataSuite) TestArrayFieldData() {
|
|
fieldID2Type := map[int64]schemapb.DataType{
|
|
ArrayField + 1: schemapb.DataType_Bool,
|
|
ArrayField + 2: schemapb.DataType_Int8,
|
|
ArrayField + 3: schemapb.DataType_Int16,
|
|
ArrayField + 4: schemapb.DataType_Int32,
|
|
ArrayField + 5: schemapb.DataType_Int64,
|
|
ArrayField + 6: schemapb.DataType_Float,
|
|
ArrayField + 7: schemapb.DataType_Double,
|
|
ArrayField + 8: schemapb.DataType_VarChar,
|
|
}
|
|
|
|
schema := &schemapb.CollectionSchema{
|
|
Fields: []*schemapb.FieldSchema{
|
|
{
|
|
FieldID: RowIDField,
|
|
DataType: schemapb.DataType_Int64,
|
|
},
|
|
{
|
|
FieldID: TimestampField,
|
|
DataType: schemapb.DataType_Int64,
|
|
},
|
|
{
|
|
FieldID: Int64Field,
|
|
IsPrimaryKey: true,
|
|
DataType: schemapb.DataType_Int64,
|
|
},
|
|
},
|
|
}
|
|
|
|
for fieldID, elementType := range fieldID2Type {
|
|
schema.Fields = append(schema.Fields, &schemapb.FieldSchema{
|
|
FieldID: fieldID,
|
|
DataType: schemapb.DataType_Array,
|
|
ElementType: elementType,
|
|
})
|
|
}
|
|
|
|
insertData, err := NewInsertData(schema)
|
|
s.NoError(err)
|
|
|
|
s.Equal(0, insertData.GetRowNum())
|
|
s.Equal(0, insertData.GetMemorySize())
|
|
s.True(insertData.IsEmpty())
|
|
|
|
fieldIDToData := map[int64]interface{}{
|
|
RowIDField: int64(1),
|
|
TimestampField: int64(2),
|
|
Int64Field: int64(3),
|
|
ArrayField + 1: &schemapb.ScalarField{
|
|
Data: &schemapb.ScalarField_BoolData{
|
|
BoolData: &schemapb.BoolArray{Data: []bool{true, false}},
|
|
},
|
|
},
|
|
ArrayField + 2: &schemapb.ScalarField{
|
|
Data: &schemapb.ScalarField_IntData{
|
|
IntData: &schemapb.IntArray{Data: []int32{0, 0}},
|
|
},
|
|
},
|
|
ArrayField + 3: &schemapb.ScalarField{
|
|
Data: &schemapb.ScalarField_IntData{
|
|
IntData: &schemapb.IntArray{Data: []int32{1, 1}},
|
|
},
|
|
},
|
|
ArrayField + 4: &schemapb.ScalarField{
|
|
Data: &schemapb.ScalarField_IntData{
|
|
IntData: &schemapb.IntArray{Data: []int32{2, 2}},
|
|
},
|
|
},
|
|
ArrayField + 5: &schemapb.ScalarField{
|
|
Data: &schemapb.ScalarField_LongData{
|
|
LongData: &schemapb.LongArray{Data: []int64{3, 3}},
|
|
},
|
|
},
|
|
ArrayField + 6: &schemapb.ScalarField{
|
|
Data: &schemapb.ScalarField_FloatData{
|
|
FloatData: &schemapb.FloatArray{Data: []float32{4, 4}},
|
|
},
|
|
},
|
|
ArrayField + 7: &schemapb.ScalarField{
|
|
Data: &schemapb.ScalarField_DoubleData{
|
|
DoubleData: &schemapb.DoubleArray{Data: []float64{5, 5}},
|
|
},
|
|
},
|
|
ArrayField + 8: &schemapb.ScalarField{
|
|
Data: &schemapb.ScalarField_StringData{
|
|
StringData: &schemapb.StringArray{Data: []string{"6", "6"}},
|
|
},
|
|
},
|
|
}
|
|
|
|
err = insertData.Append(fieldIDToData)
|
|
s.NoError(err)
|
|
s.Equal(1, insertData.GetRowNum())
|
|
s.Equal(114, insertData.GetMemorySize())
|
|
s.False(insertData.IsEmpty())
|
|
s.Equal(114, insertData.GetRowSize(0))
|
|
}
|